| Number of Variables | 26 |
|---|---|
| Number of Rows | 7010 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 4.1 MB |
| Average Row Size in Memory | 610.9 B |
| Variable Types |
|
| Patient ID has a high cardinality: 7010 distinct values | High Cardinality |
|---|---|
| Blood Pressure has a high cardinality: 3590 distinct values | High Cardinality |
| Patient ID has constant length 7 | Constant Length |
| Diabetes has constant length 1 | Constant Length |
| Family History has constant length 1 | Constant Length |
| Smoking has constant length 1 | Constant Length |
| Obesity has constant length 1 | Constant Length |
| Alcohol Consumption has constant length 1 | Constant Length |
| Previous Heart Problems has constant length 1 | Constant Length |
| Medication Use has constant length 1 | Constant Length |
| Physical Activity Days Per Week has constant length 1 | Constant Length |
|---|---|
| Hemisphere has constant length 19 | Constant Length |
| Heart Attack Risk has constant length 1 | Constant Length |
| Patient ID has all distinct values | Unique |
categorical
| Approximate Distinct Count | 7010 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 504720 |
| Mean | 7 |
|---|---|
| Standard Deviation | 0 |
| Median | 7 |
| Minimum | 7 |
| Maximum | 7 |
| 1st row | RDG0550 |
|---|---|
| 2nd row | NMA3851 |
| 3rd row | TUI5807 |
| 4th row | YYT5016 |
| 5th row | ZAC5937 |
| Count | 21030 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 21030 |
| Dash Punctuation | 0 |
| Decimal Number | 28040 |
numerical
| Approximate Distinct Count | 73 |
|---|---|
| Approximate Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 53.5104 |
| Minimum | 18 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18 |
|---|---|
| 5-th Percentile | 21 |
| Q1 | 35 |
| Median | 53 |
| Q3 | 72 |
| 95-th Percentile | 87 |
| Maximum | 90 |
| Range | 72 |
| IQR | 37 |
| Mean | 53.5104 |
|---|---|
| Standard Deviation | 21.291 |
| Variance | 453.3049 |
| Sum | 375108 |
| Skewness | 0.03386 |
| Kurtosis | -1.2079 |
| Coefficient of Variation | 0.3979 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 487928 |
| Mean | 4.6046 |
|---|---|
| Standard Deviation | 0.9186 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 6 |
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
| Count | 32278 |
|---|---|
| Lowercase Letter | 25268 |
| Space Separator | 0 |
| Uppercase Letter | 7010 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 281 |
|---|---|
| Approximate Unique (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 259.8807 |
| Minimum | 120 |
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 120 |
|---|---|
| 5-th Percentile | 132 |
| Q1 | 192 |
| Median | 259 |
| Q3 | 329 |
| 95-th Percentile | 385 |
| Maximum | 400 |
| Range | 280 |
| IQR | 137 |
| Mean | 259.8807 |
|---|---|
| Standard Deviation | 80.7092 |
| Variance | 6513.9826 |
| Sum | 1.8218e+06 |
| Skewness | -0.005214 |
| Kurtosis | -1.1765 |
| Coefficient of Variation | 0.3106 |
categorical
| Approximate Distinct Count | 3590 |
|---|---|
| Approximate Unique (%) | 51.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 498499 |
| Mean | 6.1126 |
|---|---|
| Standard Deviation | 0.5193 |
| Median | 6 |
| Minimum | 5 |
| Maximum | 7 |
| 1st row | 129/90 |
|---|---|
| 2nd row | 159/105 |
| 3rd row | 161/109 |
| 4th row | 120/62 |
| 5th row | 153/110 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 35839 |
numerical
| Approximate Distinct Count | 71 |
|---|---|
| Approximate Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 75.106 |
| Minimum | 40 |
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 40 |
|---|---|
| 5-th Percentile | 43 |
| Q1 | 57 |
| Median | 75 |
| Q3 | 93 |
| 95-th Percentile | 107 |
| Maximum | 110 |
| Range | 70 |
| IQR | 36 |
| Mean | 75.106 |
|---|---|
| Standard Deviation | 20.5072 |
| Variance | 420.5436 |
| Sum | 526493 |
| Skewness | -0.0052 |
| Kurtosis | -1.2073 |
| Coefficient of Variation | 0.273 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
numerical
| Approximate Distinct Count | 7010 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 9.9791 |
| Minimum | 0.002442 |
| Maximum | 19.9987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.002442 |
|---|---|
| 5-th Percentile | 0.9221 |
| Q1 | 5.046 |
| Median | 9.983 |
| Q3 | 15.0297 |
| 95-th Percentile | 18.9044 |
| Maximum | 19.9987 |
| Range | 19.9963 |
| IQR | 9.9836 |
| Mean | 9.9791 |
|---|---|
| Standard Deviation | 5.7697 |
| Variance | 33.2897 |
| Sum | 69953.5575 |
| Skewness | -0.003878 |
| Kurtosis | -1.1966 |
| Coefficient of Variation | 0.5782 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 509356 |
| Mean | 7.6613 |
|---|---|
| Standard Deviation | 0.941 |
| Median | 7 |
| Minimum | 7 |
| Maximum | 9 |
| 1st row | Unhealthy |
|---|---|
| 2nd row | Average |
| 3rd row | Average |
| 4th row | Healthy |
| 5th row | Healthy |
| Count | 53706 |
|---|---|
| Lowercase Letter | 46696 |
| Space Separator | 0 |
| Uppercase Letter | 7010 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
numerical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 5.4518 |
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 3 |
| Median | 5 |
| Q3 | 8 |
| 95-th Percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| IQR | 5 |
| Mean | 5.4518 |
|---|---|
| Standard Deviation | 2.858 |
| Variance | 8.1681 |
| Sum | 38217 |
| Skewness | 0.01283 |
| Kurtosis | -1.2163 |
| Coefficient of Variation | 0.5242 |
numerical
| Approximate Distinct Count | 7010 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 5.994 |
| Minimum | 0.001263 |
| Maximum | 11.9993 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.001263 |
|---|---|
| 5-th Percentile | 0.6132 |
| Q1 | 2.9718 |
| Median | 5.9369 |
| Q3 | 9.0176 |
| 95-th Percentile | 11.4302 |
| Maximum | 11.9993 |
| Range | 11.9981 |
| IQR | 6.0458 |
| Mean | 5.994 |
|---|---|
| Standard Deviation | 3.472 |
| Variance | 12.0549 |
| Sum | 42017.987 |
| Skewness | 0.01818 |
| Kurtosis | -1.1981 |
| Coefficient of Variation | 0.5792 |
numerical
| Approximate Distinct Count | 6921 |
|---|---|
| Approximate Unique (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 158245.3489 |
| Minimum | 20062 |
| Maximum | 299954 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 20062 |
|---|---|
| 5-th Percentile | 32875.25 |
| Q1 | 88368 |
| Median | 157378.5 |
| Q3 | 227218.5 |
| 95-th Percentile | 285837.65 |
| Maximum | 299954 |
| Range | 279892 |
| IQR | 138850.5 |
| Mean | 158245.3489 |
|---|---|
| Standard Deviation | 80585.3167 |
| Variance | 6.494e+09 |
| Sum | 1.1093e+09 |
| Skewness | 0.02237 |
| Kurtosis | -1.1816 |
| Coefficient of Variation | 0.5092 |
numerical
| Approximate Distinct Count | 7010 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 28.8787 |
| Minimum | 18.0023 |
| Maximum | 39.9936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18.0023 |
|---|---|
| 5-th Percentile | 19.0806 |
| Q1 | 23.4223 |
| Median | 28.7376 |
| Q3 | 34.3212 |
| 95-th Percentile | 38.9105 |
| Maximum | 39.9936 |
| Range | 21.9912 |
| IQR | 10.8989 |
| Mean | 28.8787 |
|---|---|
| Standard Deviation | 6.3224 |
| Variance | 39.9727 |
| Sum | 202439.6308 |
| Skewness | 0.03888 |
| Kurtosis | -1.186 |
| Coefficient of Variation | 0.2189 |
numerical
| Approximate Distinct Count | 771 |
|---|---|
| Approximate Unique (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 112160 |
| Mean | 416.782 |
| Minimum | 30 |
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 30 |
|---|---|
| 5-th Percentile | 68 |
| Q1 | 221 |
| Median | 416 |
| Q3 | 613 |
| 95-th Percentile | 765.55 |
| Maximum | 800 |
| Range | 770 |
| IQR | 392 |
| Mean | 416.782 |
|---|---|
| Standard Deviation | 224.1951 |
| Variance | 50263.4588 |
| Sum | 2.9216e+06 |
| Skewness | 0.001374 |
| Kurtosis | -1.2083 |
| Coefficient of Variation | 0.5379 |
categorical
| Approximate Distinct Count | 8 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 6 |
|---|---|
| 2nd row | 7 |
| 3rd row | 2 |
| 4th row | 0 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 463700 |
| Mean | 1.1484 |
|---|---|
| Standard Deviation | 0.3555 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 2 |
| 1st row | 7 |
|---|---|
| 2nd row | 8 |
| 3rd row | 10 |
| 4th row | 9 |
| 5th row | 5 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 8050 |
categorical
| Approximate Distinct Count | 20 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 511433 |
| Mean | 7.9576 |
|---|---|
| Standard Deviation | 2.7837 |
| Median | 7 |
| Minimum | 5 |
| Maximum | 14 |
| 1st row | Argentina |
|---|---|
| 2nd row | Nigeria |
| 3rd row | Thailand |
| 4th row | Spain |
| 5th row | Germany |
| Count | 54066 |
|---|---|
| Lowercase Letter | 45339 |
| Space Separator | 1717 |
| Uppercase Letter | 8727 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 508242 |
| Mean | 7.5024 |
|---|---|
| Standard Deviation | 3.4995 |
| Median | 6 |
| Minimum | 4 |
| Maximum | 13 |
| 1st row | South America |
|---|---|
| 2nd row | Africa |
| 3rd row | Asia |
| 4th row | Europe |
| 5th row | Europe |
| Count | 50814 |
|---|---|
| Lowercase Letter | 42026 |
| Space Separator | 1778 |
| Uppercase Letter | 8788 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 588840 |
| Mean | 19 |
|---|---|
| Standard Deviation | 0 |
| Median | 19 |
| Minimum | 19 |
| Maximum | 19 |
| 1st row | Southern Hemispher... |
|---|---|
| 2nd row | Northern Hemispher... |
| 3rd row | Northern Hemispher... |
| 4th row | Southern Hemispher... |
| 5th row | Northern Hemispher... |
| Count | 126180 |
|---|---|
| Lowercase Letter | 112160 |
| Space Separator | 7010 |
| Uppercase Letter | 14020 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 462660 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 7010 |